Predictive & Trust-based Multi-Agent Coordination
Systems and Control
2025-07-18 v2 Systems and Control
Optimization and Control
Abstract
This paper presents a trust-based predictive multi-agent consensus protocol that analyses neighbours' anticipation data and makes coordination decisions. Agents in the network share their future predicted data over a finite look-ahead horizon with their neighbours and update their predictions in a rolling-horizon fashion. The prediction data is then used by agents to learn both the trust and the commitment traits exhibited by their neighbours over time. The proposed protocol is named as the Anticipatory Distributed Coordination (ADC) protocol. Lyapunov theory-based agreement convergence between agents is provided, followed by demonstrations using numerical simulations.
Cite
@article{arxiv.2507.09997,
title = {Predictive & Trust-based Multi-Agent Coordination},
author = {Venkatraman Renganathan and Sabyasachi Mondal and Antonios Tsourdos},
journal= {arXiv preprint arXiv:2507.09997},
year = {2025}
}
Comments
Need more simulation results to be done